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Gaussian process regression in vital-sign early warning systems.

Abstract:

The current standard of clinical practice for patient monitoring in most developed nations is connection of patients to vital-sign monitors, combined with frequent manual observation. In some nations, such as the UK, manual early warning score (EWS) systems have been mandated for use, in which scores are assigned to the manual observations, and care escalated if the scores exceed some pre-defined threshold. We argue that this manual system is far from ideal, and can be improved using machine ...

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Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1109/embc.2012.6347400

Authors


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Institution:
University of Oxford
Department:
Oxford, MSD, NDORMS, CSM
More by this author
Institution:
University of Oxford
Department:
Oxford, MPLS, Engineering Science
More by this author
Institution:
University of Oxford
Department:
Oxford, MPLS, Engineering Science
More by this author
Institution:
University of Oxford
Department:
Oxford, MPLS, Engineering Science
More by this author
Institution:
University of Oxford
Department:
Oxford, MPLS, Engineering Science
More from this funder
Funding agency for:
Clifton, DA
Publisher:
Institute of Electrical and Electronics Engineers Publisher's website
Volume:
2012
Pages:
6161-6164
Publication date:
2012-09-23
DOI:
ISSN:
1557-170X
URN:
uuid:95fbe152-e898-4e10-ae9d-3b3ee7a703ae
Source identifiers:
368531
Local pid:
pubs:368531

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